{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ice Sheets and Climate - Eric Keenan - Homework # 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Marine Records\n",
    "#### 1.b. Benthic $\\delta$$^{18}$O has generally been increasing over the last 70 million years. This means that ice volumne has been increasing. As ice sheets grow, $\\delta$$^{18}$O depleted water accumulates on ice sheets which means that $\\delta$$^{18}$O enriched water accumulates in the ocean. \n",
    "#### 1.c. 34 million years ago there was a sudden increase in $\\delta$$^{18}$O, this indicates a cooling of the climate. Therefore it is likely that 34 million years ago, ice sheets developed and grew on Earth leading to the observed increase in $\\delta$$^{18}$O in the marine record.\n",
    "#### 1.d. Milankovitch cycles arising from variations in Earth's orbital paramters explain the high frequency variations. Meanwhile, slower tectonic processes manipulate Earth's climate and therefore $\\delta$$^{18}$O over longer time scales.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load data\n",
    "file_path=\"zachos2001.csv\"\n",
    "zachos = pd.read_csv(file_path)\n",
    "marine_time = zachos['Age (Ma)']\n",
    "marine_d18O = zachos['d18O(5pt**)']\n",
    "\n",
    "# Plot last ~70 million years\n",
    "fig1 = plt.figure(1, figsize=(15,5))\n",
    "plt.plot(marine_time, marine_d18O, 'k')\n",
    "plt.xlabel(\"Million Years Ago\", fontsize=14)\n",
    "plt.ylabel(\"\\u03B4$^{18}$O\", fontsize=14)\n",
    "plt.title(\"Marine Record\", fontsize=20)\n",
    "plt.xlim([0, np.nanmax(marine_time)])\n",
    "plt.grid()\n",
    "\n",
    "# Plot last 5 million years\n",
    "fig1 = plt.figure(2, figsize=(15,5))\n",
    "plt.plot(marine_time, marine_d18O, 'k')\n",
    "plt.xlabel(\"Million Years Ago\", fontsize=14)\n",
    "plt.ylabel(\"\\u03B4$^{18}$O\", fontsize=14)\n",
    "plt.title(\"Marine Record\", fontsize=20)\n",
    "plt.xlim([0, 5])\n",
    "plt.ylim([2, 5])\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Ice Core Records\n",
    "#### 2.c. Glacial periods are relatively cool with low $\\delta$$^{18}$O, while interglacials are relatively warm with high $\\delta$$^{18}$O. Glacial periods are typically 2-4 times longer than interglacial periods. We are currently in an interglacial period, the Holocene. \n",
    "#### 2.d. Both records show warming in the lat 20,000 years leading to the Holocene. However, the GISP-2 record shows more variability in $\\delta$$^{18}$O than Dome Fuji. GISP-2 has higher temperal resolution $\\delta$$^{18}$O in the last 40,000 years, while Dome Fuji appears to have higher temporal resolution before 60,000 years ago.\n",
    "#### 2.e. Both records indicate consistent timing glacial and interglacial periods. However, Dome Fuji exhibhits larger $\\delta$$^{18}$O variability than the marine core, perhaps because the ocean is a larger water resevoir than Antarctica. Additionally, the ice core is a much higher temperal resolution than the marine core.\n",
    "#### 2.f. Accumulation rates must be low enough such that up 1.5 million years of accumulation are present in the ice column. Temperatures must be low enough in order to prevent melt and sublimation from ablating the ice. And ice flow must be minimal so that scientists can be confident that the ice in the core originatated from the drilling location as opposed to advecting there.\n",
    "       "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GISP2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load data\n",
    "file_path=\"gispd18o.txt\"\n",
    "gisp = np.loadtxt(file_path, skiprows=51)\n",
    "gisp2_depth = gisp[:,0]\n",
    "gisp2_d18O = gisp[:,1]\n",
    "gisp2_age = gisp[:,2]\n",
    "\n",
    "# Filter data\n",
    "gisp2_age[gisp2_age > 200000] = np.nan\n",
    "gisp2_age[gisp2_d18O > 10] = np.nan\n",
    "gisp2_d18O[gisp2_age > 200000] = np.nan\n",
    "gisp2_d18O[gisp2_d18O > 10] = np.nan\n",
    "\n",
    "# Plot \n",
    "fig3 = plt.figure(3, figsize=(15,5))\n",
    "plt.plot(gisp2_age / 1000, gisp2_d18O, 'k')\n",
    "plt.xlabel(\"Thousand Years Before 1950\", fontsize=14)\n",
    "plt.ylabel(\"\\u03B4$^{18}$O\", fontsize=14)\n",
    "plt.title(\"GISP2 Ice Core\", fontsize=20)\n",
    "plt.xlim([0, np.nanmax(gisp2_age) / 1000])\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dome Fuji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1170fc8d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load data\n",
    "file_path=\"df2012isotope-temperature.txt\"\n",
    "df = np.loadtxt(file_path, skiprows=1, usecols=(1,2,3,4,5,6,7))\n",
    "df_age = df[:,3]\n",
    "df_d18O = df[:,4]\n",
    "\n",
    "# Plot \n",
    "fig4, ax = plt.subplots(figsize=(15,5))\n",
    "plt.plot(df_age, df_d18O, 'k')\n",
    "plt.xlabel(\"Thousand Years Before 2000\", fontsize=14)\n",
    "plt.ylabel(\"\\u03B4$^{18}$O\", fontsize=14)\n",
    "plt.title(\"Dome Fuji Ice Core\", fontsize=20)\n",
    "plt.grid()\n",
    "plt.xlim([0, np.nanmax(df_age)])\n",
    "\n",
    "# Add shading for interglacial/glacial periods\n",
    "ax.axvspan(0, 15, alpha=0.3, color='red', label = \"Interglacial\")\n",
    "ax.axvspan(15, 110, alpha=0.3, color='blue', label = \"Glacial\")\n",
    "ax.axvspan(110, 135, alpha=0.3, color='red')\n",
    "ax.axvspan(135, 194, alpha=0.3, color='blue')\n",
    "ax.axvspan(194, 225, alpha=0.3, color='red')\n",
    "ax.axvspan(225, 235, alpha=0.3, color='blue')\n",
    "ax.axvspan(235, 250, alpha=0.3, color='red')\n",
    "ax.axvspan(250, 320, alpha=0.3, color='blue')\n",
    "ax.axvspan(320, 340, alpha=0.3, color='red')\n",
    "plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GISP2 and Dome Fuji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data manipulations, convert to thousands of years before 2000\n",
    "gisp2_age_yb2000 = (gisp2_age + 50) / 1000\n",
    "df_age_yb2000 = df_age \n",
    "gisp2_max = np.nanmax(gisp2_age_yb2000)\n",
    "\n",
    "# Plot \n",
    "fig5, ax1 = plt.subplots(figsize=(15,5))\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(gisp2_age_yb2000, gisp2_d18O, 'b')\n",
    "ax2.plot(df_age_yb2000, df_d18O, 'r')\n",
    "ax1.set_xlabel(\"Thousand Years Before 2000\", fontsize=14)\n",
    "ax1.set_ylabel(\"GISP2 \\u03B4$^{18}$O\", fontsize=14, color='b')\n",
    "ax2.set_ylabel(\"Dome Fuji \\u03B4$^{18}$O\", fontsize=14, color='r')\n",
    "plt.title(\"GISP2 and Dome Fuji\", fontsize=20)\n",
    "plt.xlim([0, gisp2_max])\n",
    "plt.grid()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ice Cores and Marine Cores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data manipulations, convert to thousands of years ago\n",
    "df_age_yb2000 = df_age \n",
    "marine_time_yb2000 = marine_time * 1000\n",
    "df_max = np.nanmax(df_age_yb2000)\n",
    "\n",
    "# Plot \n",
    "fig6, ax1 = plt.subplots(figsize=(15,5))\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot(marine_time_yb2000, marine_d18O, 'b')\n",
    "ax2.plot(df_age_yb2000, df_d18O, 'r')\n",
    "ax1.set_xlabel(\"Thousand Years Ago\", fontsize=14)\n",
    "ax1.set_ylabel(\"Marine \\u03B4$^{18}$O\", fontsize=14, color='b')\n",
    "ax2.set_ylabel(\"Dome Fuji \\u03B4$^{18}$O\", fontsize=14, color='r')\n",
    "plt.title(\"Marine Core and Dome Fuji Ice Core\", fontsize=20)\n",
    "plt.xlim([0, df_max])\n",
    "plt.grid()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
